Overview

Brought to you by YData

Dataset statistics

Number of variables	27
Number of observations	154
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	24.7 KiB
Average record size in memory	164.0 B

Variable types

Numeric	18
Boolean	8
Categorical	1

Alerts

`Cluster` is highly overall correlated with `clorofila_a_ug_l` and 4 other fields	High correlation
`campaña_Verano` is highly overall correlated with `tem_agua` and 1 other fields	High correlation
`campaña_invierno` is highly overall correlated with `clorofila_a_ug_l` and 2 other fields	High correlation
`campaña_otoño` is highly overall correlated with `dqo_mg_l` and 1 other fields	High correlation
`clorofila_a_ug_l` is highly overall correlated with `Cluster` and 1 other fields	High correlation
`colif_fecales_ufc_100ml` is highly overall correlated with `Cluster` and 1 other fields	High correlation
`dbo_mg_l` is highly overall correlated with `Cluster`	High correlation
`dqo_mg_l` is highly overall correlated with `campaña_otoño`	High correlation
`enteroc_ufc_100ml` is highly overall correlated with `espumas`	High correlation
`espumas` is highly overall correlated with `enteroc_ufc_100ml`	High correlation
`fosf_ortofos_mg_l` is highly overall correlated with `Cluster` and 2 other fields	High correlation
`ica` is highly overall correlated with `colif_fecales_ufc_100ml` and 3 other fields	High correlation
`microcistina_ug_l` is highly overall correlated with `tem_agua` and 1 other fields	High correlation
`nitrato_mg_l` is highly overall correlated with `campaña_invierno`	High correlation
`od` is highly overall correlated with `ph`	High correlation
`olores` is highly overall correlated with `ica`	High correlation
`p_total_l_mg_l` is highly overall correlated with `Cluster` and 2 other fields	High correlation
`ph` is highly overall correlated with `od`	High correlation
`tem_agua` is highly overall correlated with `campaña_Verano` and 3 other fields	High correlation
`tem_aire` is highly overall correlated with `campaña_Verano` and 2 other fields	High correlation
`turbiedad_ntu` is highly overall correlated with `campaña_otoño`	High correlation
`olores` is highly imbalanced (60.5%)	Imbalance
`color` is highly imbalanced (58.2%)	Imbalance
`espumas` is highly imbalanced (79.3%)	Imbalance
`Cluster` is highly imbalanced (75.6%)	Imbalance
`tem_aire` has 7 (4.5%) zeros	Zeros
`enteroc_ufc_100ml` has 6 (3.9%) zeros	Zeros
`fosf_ortofos_mg_l` has 3 (1.9%) zeros	Zeros
`dbo_mg_l` has 11 (7.1%) zeros	Zeros
`dqo_mg_l` has 54 (35.1%) zeros	Zeros
`cr_total_mg_l` has 117 (76.0%) zeros	Zeros
`clorofila_a_ug_l` has 74 (48.1%) zeros	Zeros
`microcistina_ug_l` has 109 (70.8%) zeros	Zeros
`ica` has 10 (6.5%) zeros	Zeros

Reproduction

Analysis started	2024-11-03 19:26:16.504540
Analysis finished	2024-11-03 19:28:24.913298
Duration	2 minutes and 8.41 seconds
Software version	ydata-profiling vv4.12.0
Download configuration	config.json

tem_agua
Real number (ℝ)

High correlation

Distinct	100
Distinct (%)	64.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-0.024162338

Minimum	-2.241
Maximum	1.746
Zeros	0
Zeros (%)	0.0%
Negative	77
Negative (%)	50.0%
Memory size	2.4 KiB

Quantile statistics

Minimum	-2.241
5-th percentile	-1.496
Q1	-0.5585
median	0
Q3	0.442
95-th percentile	1.3926
Maximum	1.746
Range	3.987
Interquartile range (IQR)	1.0005

Descriptive statistics

Standard deviation	0.88205733
Coefficient of variation (CV)	-36.505463
Kurtosis	-0.33114396
Mean	-0.024162338
Median Absolute Deviation (MAD)	0.5495
Skewness	-0.12532474
Sum	-3.721
Variance	0.77802513
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-1.496	7	4.5%
0.367	6	3.9%
0.088	5	3.2%
0.106	5	3.2%
-0.192	4	2.6%
0.926	3	1.9%
0.032	3	1.9%
1.243	3	1.9%
-0.453	3	1.9%
-0.173	3	1.9%
Other values (90)	112	72.7%

Value	Count	Frequency (%)
-2.241	1	0.6%
-2.055	2	1.3%
-1.869	2	1.3%
-1.682	1	0.6%
-1.496	7	4.5%
-1.494	1	0.6%
-1.31	1	0.6%
-1.308	1	0.6%
-1.123	1	0.6%
-0.993	2	1.3%

Value	Count	Frequency (%)
1.746	1	0.6%
1.671	1	0.6%
1.541	1	0.6%
1.503	2	1.3%
1.485	1	0.6%
1.448	1	0.6%
1.429	1	0.6%
1.373	2	1.3%
1.336	1	0.6%
1.317	1	0.6%

tem_aire
Real number (ℝ)

High correlation Zeros

Distinct	36
Distinct (%)	23.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.15171429

Minimum	-2.2
Maximum	2.4
Zeros	7
Zeros (%)	4.5%
Negative	76
Negative (%)	49.4%
Memory size	2.4 KiB

Quantile statistics

Minimum	-2.2
5-th percentile	-1.4
Q1	-0.4
median	0
Q3	0.6
95-th percentile	2.04
Maximum	2.4
Range	4.6
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.97852391
Coefficient of variation (CV)	6.4497809
Kurtosis	-0.082644355
Mean	0.15171429
Median Absolute Deviation (MAD)	0.4
Skewness	0.45626231
Sum	23.364
Variance	0.95750904
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=36)

Value	Count	Frequency (%)
-0.2	25	16.2%
-0.4	15	9.7%
0.2	13	8.4%
-0.6	12	7.8%
0.4	9	5.8%
0	7	4.5%
1.4	6	3.9%
1.66	5	3.2%
-1.4	5	3.2%
-1	5	3.2%
Other values (26)	52	33.8%

Value	Count	Frequency (%)
-2.2	1	0.6%
-2	1	0.6%
-1.8	1	0.6%
-1.6	1	0.6%
-1.4	5	3.2%
-1.2	3	1.9%
-1	5	3.2%
-0.8	4	2.6%
-0.6	12	7.8%
-0.54	1	0.6%

Value	Count	Frequency (%)
2.4	5	3.2%
2.2	1	0.6%
2.04	3	1.9%
2	1	0.6%
1.66	5	3.2%
1.6	5	3.2%
1.44	2	1.3%
1.4	6	3.9%
1.2	2	1.3%
1	4	2.6%

od
Real number (ℝ)

High correlation

Distinct	149
Distinct (%)	96.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.00038961039

Minimum	-2.109
Maximum	3.578
Zeros	0
Zeros (%)	0.0%
Negative	77
Negative (%)	50.0%
Memory size	2.4 KiB

Quantile statistics

Minimum	-2.109
5-th percentile	-1.5016
Q1	-0.47525
median	0
Q3	0.52475
95-th percentile	1.3486
Maximum	3.578
Range	5.687
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.87679762
Coefficient of variation (CV)	2250.4472
Kurtosis	1.2621271
Mean	0.00038961039
Median Absolute Deviation (MAD)	0.5045
Skewness	0.21749126
Sum	0.06
Variance	0.76877407
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.461	2	1.3%
0.08	2	1.3%
0.74	2	1.3%
-0.817	2	1.3%
0.36	2	1.3%
-1.074	1	0.6%
-1.733	1	0.6%
-0.151	1	0.6%
-0.747	1	0.6%
-0.958	1	0.6%
Other values (139)	139	90.3%

Value	Count	Frequency (%)
-2.109	1	0.6%
-2.079	1	0.6%
-1.892	1	0.6%
-1.855	1	0.6%
-1.77	1	0.6%
-1.733	1	0.6%
-1.634	1	0.6%
-1.512	1	0.6%
-1.496	1	0.6%
-1.486	1	0.6%

Value	Count	Frequency (%)
3.578	1	0.6%
2.006	1	0.6%
1.778	1	0.6%
1.729	1	0.6%
1.669	1	0.6%
1.415	1	0.6%
1.406	1	0.6%
1.359	1	0.6%
1.343	1	0.6%
1.267	1	0.6%

ph
Real number (ℝ)

High correlation

Distinct	114
Distinct (%)	74.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.061116883

Minimum	-3.006
Maximum	2.935
Zeros	0
Zeros (%)	0.0%
Negative	77
Negative (%)	50.0%
Memory size	2.4 KiB

Quantile statistics

Minimum	-3.006
5-th percentile	-1.16
Q1	-0.46725
median	0
Q3	0.533
95-th percentile	1.5114
Maximum	2.935
Range	5.941
Interquartile range (IQR)	1.00025

Descriptive statistics

Standard deviation	0.81203748
Coefficient of variation (CV)	13.286631
Kurtosis	2.3338254
Mean	0.061116883
Median Absolute Deviation (MAD)	0.4825
Skewness	0.41910283
Sum	9.412
Variance	0.65940488
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.166	7	4.5%
0.047	4	2.6%
0.071	4	2.6%
-0.047	3	1.9%
-0.284	3	1.9%
0.26	3	1.9%
0.154	3	1.9%
0.568	3	1.9%
0.308	3	1.9%
0.533	3	1.9%
Other values (104)	118	76.6%

Value	Count	Frequency (%)
-3.006	1	0.6%
-1.586	1	0.6%
-1.385	1	0.6%
-1.361	1	0.6%
-1.254	1	0.6%
-1.195	1	0.6%
-1.183	1	0.6%
-1.16	2	1.3%
-1.124	1	0.6%
-1.041	1	0.6%

Value	Count	Frequency (%)
2.935	1	0.6%
2.888	1	0.6%
2.189	1	0.6%
1.929	1	0.6%
1.917	1	0.6%
1.74	1	0.6%
1.669	1	0.6%
1.527	1	0.6%
1.503	1	0.6%
1.278	1	0.6%

olores
Boolean

High correlation Imbalance

Distinct	2
Distinct (%)	1.3%
Missing	0
Missing (%)	0.0%
Memory size	1.4 KiB

False	142
True	12

Value	Count	Frequency (%)
False	142	92.2%
True	12	7.8%

color
Boolean

Imbalance

Distinct	2
Distinct (%)	1.3%
Missing	0
Missing (%)	0.0%
Memory size	1.4 KiB

False	141
True	13

Value	Count	Frequency (%)
False	141	91.6%
True	13	8.4%

espumas
Boolean

High correlation Imbalance

Distinct	2
Distinct (%)	1.3%
Missing	0
Missing (%)	0.0%
Memory size	1.4 KiB

False	149
True	5

Value	Count	Frequency (%)
False	149	96.8%
True	5	3.2%

mat_susp
Boolean

Distinct	2
Distinct (%)	1.3%
Missing	0
Missing (%)	0.0%
Memory size	1.4 KiB

False	127
True	27

Value	Count	Frequency (%)
False	127	82.5%
True	27	17.5%

colif_fecales_ufc_100ml
Real number (ℝ)

High correlation

Distinct	83
Distinct (%)	53.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.2653896

Minimum	-0.105
Maximum	115.595
Zeros	0
Zeros (%)	0.0%
Negative	77
Negative (%)	50.0%
Memory size	2.4 KiB

Quantile statistics

Minimum	-0.105
5-th percentile	-0.10005
Q1	-0.074
median	0
Q3	0.92525
95-th percentile	7.42725
Maximum	115.595
Range	115.7
Interquartile range (IQR)	0.99925

Descriptive statistics

Standard deviation	10.470686
Coefficient of variation (CV)	4.6220245
Kurtosis	92.357265
Mean	2.2653896
Median Absolute Deviation (MAD)	0.0915
Skewness	8.9943862
Sum	348.87
Variance	109.63527
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.444	6	3.9%
-0.08	5	3.2%
-0.058	5	3.2%
-0.069	5	3.2%
-0.072	4	2.6%
-0.025	4	2.6%
-0.083	4	2.6%
0.994	4	2.6%
0.058	3	1.9%
-0.074	3	1.9%
Other values (73)	111	72.1%

Value	Count	Frequency (%)
-0.105	2	1.3%
-0.104	2	1.3%
-0.103	2	1.3%
-0.102	2	1.3%
-0.099	2	1.3%
-0.098	1	0.6%
-0.096	3	1.9%
-0.094	1	0.6%
-0.092	1	0.6%
-0.091	3	1.9%

Value	Count	Frequency (%)
115.595	1	0.6%
43.97	1	0.6%
29.369	1	0.6%
20.278	1	0.6%
19.176	1	0.6%
11.463	1	0.6%
10.912	1	0.6%
7.606	1	0.6%
7.331	1	0.6%
6.504	1	0.6%

escher_coli_ufc_100ml
Real number (ℝ)

Distinct	77
Distinct (%)	50.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.3622662

Minimum	-0.222
Maximum	95.016
Zeros	0
Zeros (%)	0.0%
Negative	77
Negative (%)	50.0%
Memory size	2.4 KiB

Quantile statistics

Minimum	-0.222
5-th percentile	-0.21835
Q1	-0.159
median	0
Q3	0.84125
95-th percentile	7.9304
Maximum	95.016
Range	95.238
Interquartile range (IQR)	1.00025

Descriptive statistics

Standard deviation	9.531084
Coefficient of variation (CV)	4.0347205
Kurtosis	63.204771
Mean	2.3622662
Median Absolute Deviation (MAD)	0.2105
Skewness	7.3356541
Sum	363.789
Variance	90.841563
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.159	17	11.0%
-0.095	15	9.7%
-0.032	6	3.9%
0.159	5	3.2%
0.095	4	2.6%
-0.218	4	2.6%
-0.22	4	2.6%
0.413	4	2.6%
6.127	4	2.6%
1.048	3	1.9%
Other values (67)	88	57.1%

Value	Count	Frequency (%)
-0.222	1	0.6%
-0.221	2	1.3%
-0.22	4	2.6%
-0.219	1	0.6%
-0.218	4	2.6%
-0.217	1	0.6%
-0.214	1	0.6%
-0.213	1	0.6%
-0.212	1	0.6%
-0.211	1	0.6%

Value	Count	Frequency (%)
95.016	1	0.6%
50.571	1	0.6%
31.524	1	0.6%
27.714	1	0.6%
22	1	0.6%
17.556	1	0.6%
9.302	1	0.6%
8.921	1	0.6%
7.397	1	0.6%
7.079	1	0.6%

enteroc_ufc_100ml
Real number (ℝ)

High correlation Zeros

Distinct	85
Distinct (%)	55.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.0457403

Minimum	-0.483
Maximum	44.858
Zeros	6
Zeros (%)	3.9%
Negative	75
Negative (%)	48.7%
Memory size	2.4 KiB

Quantile statistics

Minimum	-0.483
5-th percentile	-0.478
Q1	-0.405
median	0
Q3	0.595
95-th percentile	4.01625
Maximum	44.858
Range	45.341
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	4.8575433
Coefficient of variation (CV)	4.6450763
Kurtosis	54.448373
Mean	1.0457403
Median Absolute Deviation (MAD)	0.437
Skewness	6.980367
Sum	161.044
Variance	23.595727
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.324	7	4.5%
-0.47	6	3.9%
0	6	3.9%
-0.405	6	3.9%
-0.453	5	3.2%
1.943	5	3.2%
-0.483	5	3.2%
-0.437	4	2.6%
1.296	3	1.9%
-0.356	3	1.9%
Other values (75)	104	67.5%

Value	Count	Frequency (%)
-0.483	5	3.2%
-0.481	1	0.6%
-0.479	1	0.6%
-0.478	2	1.3%
-0.471	1	0.6%
-0.47	6	3.9%
-0.468	1	0.6%
-0.453	5	3.2%
-0.447	1	0.6%
-0.442	1	0.6%

Value	Count	Frequency (%)
44.858	1	0.6%
31.903	1	0.6%
18.947	1	0.6%
11.66	1	0.6%
7.611	1	0.6%
6.316	1	0.6%
5.992	1	0.6%
4.858	1	0.6%
3.563	1	0.6%
3.077	1	0.6%

nitrato_mg_l
Real number (ℝ)

High correlation

Distinct	84
Distinct (%)	54.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.20768182

Minimum	-0.739
Maximum	3.202
Zeros	0
Zeros (%)	0.0%
Negative	77
Negative (%)	50.0%
Memory size	2.4 KiB

Quantile statistics

Minimum	-0.739
5-th percentile	-0.719
Q1	-0.404
median	0
Q3	0.596
95-th percentile	1.56065
Maximum	3.202
Range	3.941
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.79958039
Coefficient of variation (CV)	3.8500259
Kurtosis	1.0478327
Mean	0.20768182
Median Absolute Deviation (MAD)	0.4925
Skewness	1.1217706
Sum	31.983
Variance	0.63932879
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.719	6	3.9%
-0.463	5	3.2%
-0.739	4	2.6%
-0.108	4	2.6%
-0.345	4	2.6%
-0.384	4	2.6%
0.049	4	2.6%
-0.542	3	1.9%
-0.089	3	1.9%
-0.01	3	1.9%
Other values (74)	114	74.0%

Value	Count	Frequency (%)
-0.739	4	2.6%
-0.719	6	3.9%
-0.7	2	1.3%
-0.68	1	0.6%
-0.64	1	0.6%
-0.621	1	0.6%
-0.601	3	1.9%
-0.581	3	1.9%
-0.562	2	1.3%
-0.542	3	1.9%

Value	Count	Frequency (%)
3.202	1	0.6%
2.946	1	0.6%
2.118	1	0.6%
2.099	1	0.6%
2.079	1	0.6%
1.803	1	0.6%
1.724	1	0.6%
1.586	1	0.6%
1.547	1	0.6%
1.507	2	1.3%

nh4_mg_l
Real number (ℝ)

Distinct	83
Distinct (%)	53.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.82104545

Minimum	-0.382
Maximum	14.213
Zeros	0
Zeros (%)	0.0%
Negative	77
Negative (%)	50.0%
Memory size	2.4 KiB

Quantile statistics

Minimum	-0.382
5-th percentile	-0.382
Q1	-0.34825
median	0
Q3	0.652
95-th percentile	4.45445
Maximum	14.213
Range	14.595
Interquartile range (IQR)	1.00025

Descriptive statistics

Standard deviation	2.6199042
Coefficient of variation (CV)	3.1909369
Kurtosis	16.287198
Mean	0.82104545
Median Absolute Deviation (MAD)	0.375
Skewness	3.9375375
Sum	126.441
Variance	6.8638982
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.382	30	19.5%
0.859	5	3.2%
-0.35	5	3.2%
-0.153	5	3.2%
0.223	4	2.6%
0.795	3	1.9%
-0.127	3	1.9%
0.413	3	1.9%
0.064	2	1.3%
0.095	2	1.3%
Other values (73)	92	59.7%

Value	Count	Frequency (%)
-0.382	30	19.5%
-0.375	2	1.3%
-0.362	2	1.3%
-0.35	5	3.2%
-0.343	2	1.3%
-0.337	1	0.6%
-0.324	1	0.6%
-0.318	1	0.6%
-0.305	1	0.6%
-0.299	2	1.3%

Value	Count	Frequency (%)
14.213	2	1.3%
13.577	2	1.3%
11.669	1	0.6%
7.218	1	0.6%
5.501	1	0.6%
4.992	1	0.6%
4.165	1	0.6%
4.102	1	0.6%
3.211	1	0.6%
3.148	1	0.6%

p_total_l_mg_l
Real number (ℝ)

High correlation

Distinct	77
Distinct (%)	50.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.7031818

Minimum	-0.927
Maximum	96.699
Zeros	0
Zeros (%)	0.0%
Negative	77
Negative (%)	50.0%
Memory size	2.4 KiB

Quantile statistics

Minimum	-0.927
5-th percentile	-0.8082
Q1	-0.39875
median	0
Q3	0.602
95-th percentile	3.08975
Maximum	96.699
Range	97.626
Interquartile range (IQR)	1.00075

Descriptive statistics

Standard deviation	11.108774
Coefficient of variation (CV)	6.5223653
Kurtosis	69.688959
Mean	1.7031818
Median Absolute Deviation (MAD)	0.472
Skewness	8.3081581
Sum	262.29
Variance	123.40486
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.179	8	5.2%
-0.504	6	3.9%
-0.472	5	3.2%
-0.341	4	2.6%
-0.374	4	2.6%
-0.927	4	2.6%
0.049	4	2.6%
2.65	4	2.6%
-0.081	4	2.6%
0.602	3	1.9%
Other values (67)	108	70.1%

Value	Count	Frequency (%)
-0.927	4	2.6%
-0.894	1	0.6%
-0.862	1	0.6%
-0.829	2	1.3%
-0.797	1	0.6%
-0.764	1	0.6%
-0.699	2	1.3%
-0.667	2	1.3%
-0.634	3	1.9%
-0.602	1	0.6%

Value	Count	Frequency (%)
96.699	2	1.3%
19.899	1	0.6%
7.854	1	0.6%
4.927	1	0.6%
3.626	1	0.6%
3.301	2	1.3%
2.976	2	1.3%
2.65	4	2.6%
2.325	1	0.6%
2.195	1	0.6%

fosf_ortofos_mg_l
Real number (ℝ)

High correlation Zeros

Distinct	62
Distinct (%)	40.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.31944805

Minimum	-0.86
Maximum	8.486
Zeros	3
Zeros (%)	1.9%
Negative	75
Negative (%)	48.7%
Memory size	2.4 KiB

Quantile statistics

Minimum	-0.86
5-th percentile	-0.7233
Q1	-0.374
median	0
Q3	0.6265
95-th percentile	2.2205
Maximum	8.486
Range	9.346
Interquartile range (IQR)	1.0005

Descriptive statistics

Standard deviation	1.1539417
Coefficient of variation (CV)	3.6122983
Kurtosis	16.93349
Mean	0.31944805
Median Absolute Deviation (MAD)	0.43
Skewness	3.2484274
Sum	49.195
Variance	1.3315813
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.037	7	4.5%
-0.486	7	4.5%
-0.224	7	4.5%
0.785	6	3.9%
-0.075	6	3.9%
-0.561	5	3.2%
0.224	5	3.2%
0.262	5	3.2%
0.075	4	2.6%
-0.336	4	2.6%
Other values (52)	98	63.6%

Value	Count	Frequency (%)
-0.86	4	2.6%
-0.822	2	1.3%
-0.785	1	0.6%
-0.748	1	0.6%
-0.71	1	0.6%
-0.673	3	1.9%
-0.636	2	1.3%
-0.598	2	1.3%
-0.561	5	3.2%
-0.523	3	1.9%

Value	Count	Frequency (%)
8.486	1	0.6%
4	2	1.3%
3.626	1	0.6%
3.252	2	1.3%
2.505	1	0.6%
2.318	1	0.6%
2.168	1	0.6%
2.056	1	0.6%
1.981	2	1.3%
1.944	2	1.3%

dbo_mg_l
Real number (ℝ)

High correlation Zeros

Distinct	71
Distinct (%)	46.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.18544156

Minimum	-0.722
Maximum	8.615
Zeros	11
Zeros (%)	7.1%
Negative	73
Negative (%)	47.4%
Memory size	2.4 KiB

Quantile statistics

Minimum	-0.722
5-th percentile	-0.722
Q1	-0.517
median	0
Q3	0.48325
95-th percentile	2.095
Maximum	8.615
Range	9.337
Interquartile range (IQR)	1.00025

Descriptive statistics

Standard deviation	1.0898607
Coefficient of variation (CV)	5.8771115
Kurtosis	23.372552
Mean	0.18544156
Median Absolute Deviation (MAD)	0.517
Skewness	3.7381599
Sum	28.558
Variance	1.1877964
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.698	16	10.4%
0	11	7.1%
-0.722	10	6.5%
-0.517	10	6.5%
1.63	5	3.2%
-0.233	4	2.6%
0.056	4	2.6%
0.349	4	2.6%
-0.512	3	1.9%
2.095	3	1.9%
Other values (61)	84	54.5%

Value	Count	Frequency (%)
-0.722	10	6.5%
-0.698	16	10.4%
-0.661	1	0.6%
-0.629	1	0.6%
-0.605	2	1.3%
-0.582	2	1.3%
-0.559	1	0.6%
-0.517	10	6.5%
-0.512	3	1.9%
-0.475	1	0.6%

Value	Count	Frequency (%)
8.615	1	0.6%
3.725	1	0.6%
3.027	2	1.3%
2.561	1	0.6%
2.328	1	0.6%
2.095	3	1.9%
1.63	5	3.2%
1.397	3	1.9%
1.164	2	1.3%
1.024	3	1.9%

dqo_mg_l
Real number (ℝ)

High correlation Zeros

Distinct	48
Distinct (%)	31.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.63767532

Minimum	-0.045
Maximum	6.742
Zeros	54
Zeros (%)	35.1%
Negative	27
Negative (%)	17.5%
Memory size	2.4 KiB

Quantile statistics

Minimum	-0.045
5-th percentile	-0.045
Q1	0
median	0
Q3	1.00025
95-th percentile	2.49
Maximum	6.742
Range	6.787
Interquartile range (IQR)	1.00025

Descriptive statistics

Standard deviation	1.0551679
Coefficient of variation (CV)	1.6547102
Kurtosis	8.5824046
Mean	0.63767532
Median Absolute Deviation (MAD)	0.045
Skewness	2.47785
Sum	98.202
Variance	1.1133793
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=48)

Value	Count	Frequency (%)
0	54	35.1%
-0.045	27	17.5%
0.899	7	4.5%
0.404	4	2.6%
0.135	3	1.9%
0.27	3	1.9%
0.809	3	1.9%
1.303	2	1.3%
1.483	2	1.3%
2.247	2	1.3%
Other values (38)	47	30.5%

Value	Count	Frequency (%)
-0.045	27	17.5%
0	54	35.1%
0.045	1	0.6%
0.09	2	1.3%
0.135	3	1.9%
0.18	2	1.3%
0.225	1	0.6%
0.27	3	1.9%
0.315	1	0.6%
0.404	4	2.6%

Value	Count	Frequency (%)
6.742	1	0.6%
4.719	1	0.6%
4.494	1	0.6%
3.596	1	0.6%
2.876	1	0.6%
2.697	1	0.6%
2.652	1	0.6%
2.607	1	0.6%
2.427	1	0.6%
2.337	2	1.3%

turbiedad_ntu
Real number (ℝ)

High correlation

Distinct	60
Distinct (%)	39.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.24437013

Minimum	-0.893
Maximum	3.661
Zeros	0
Zeros (%)	0.0%
Negative	77
Negative (%)	50.0%
Memory size	2.4 KiB

Quantile statistics

Minimum	-0.893
5-th percentile	-0.69125
Q1	-0.375
median	0
Q3	0.625
95-th percentile	2.054
Maximum	3.661
Range	4.554
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.86479331
Coefficient of variation (CV)	3.5388667
Kurtosis	1.4433274
Mean	0.24437013
Median Absolute Deviation (MAD)	0.411
Skewness	1.3035612
Sum	37.633
Variance	0.74786748
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.554	7	4.5%
-0.304	6	3.9%
0.625	6	3.9%
-0.196	6	3.9%
0.018	5	3.2%
-0.161	5	3.2%
2.232	5	3.2%
1.161	5	3.2%
-0.518	5	3.2%
-0.054	5	3.2%
Other values (50)	99	64.3%

Value	Count	Frequency (%)
-0.893	1	0.6%
-0.864	1	0.6%
-0.836	1	0.6%
-0.768	1	0.6%
-0.764	1	0.6%
-0.721	1	0.6%
-0.714	2	1.3%
-0.679	1	0.6%
-0.675	1	0.6%
-0.664	1	0.6%

Value	Count	Frequency (%)
3.661	1	0.6%
2.946	1	0.6%
2.232	5	3.2%
2.054	2	1.3%
2.018	1	0.6%
1.875	2	1.3%
1.696	3	1.9%
1.554	1	0.6%
1.518	3	1.9%
1.411	1	0.6%

cr_total_mg_l
Real number (ℝ)

Zeros

Distinct	15
Distinct (%)	9.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.5390974

Minimum	0
Maximum	11.995
Zeros	117
Zeros (%)	76.0%
Negative	0
Negative (%)	0.0%
Memory size	2.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	5.995
Maximum	11.995
Range	11.995
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	1.9460273
Coefficient of variation (CV)	3.609788
Kurtosis	14.250176
Mean	0.5390974
Median Absolute Deviation (MAD)	0
Skewness	3.7688678
Sum	83.021
Variance	3.7870223
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=15)

Value	Count	Frequency (%)
0	117	76.0%
0.001	8	5.2%
0.002	7	4.5%
5.995	4	2.6%
0.003	3	1.9%
4.995	3	1.9%
0.004	2	1.3%
0.006	2	1.3%
6.995	2	1.3%
0.01	1	0.6%
Other values (5)	5	3.2%

Value	Count	Frequency (%)
0	117	76.0%
0.001	8	5.2%
0.002	7	4.5%
0.003	3	1.9%
0.004	2	1.3%
0.005	1	0.6%
0.006	2	1.3%
0.01	1	0.6%
0.015	1	0.6%
4.995	3	1.9%

Value	Count	Frequency (%)
11.995	1	0.6%
9.995	1	0.6%
7.995	1	0.6%
6.995	2	1.3%
5.995	4	2.6%
4.995	3	1.9%
0.015	1	0.6%
0.01	1	0.6%
0.006	2	1.3%
0.005	1	0.6%

clorofila_a_ug_l
Real number (ℝ)

High correlation Zeros

Distinct	72
Distinct (%)	46.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6.1923312

Minimum	-0.235
Maximum	150.323
Zeros	74
Zeros (%)	48.1%
Negative	24
Negative (%)	15.6%
Memory size	2.4 KiB

Quantile statistics

Minimum	-0.235
5-th percentile	-0.2287
Q1	0
median	0
Q3	1.00025
95-th percentile	35.36085
Maximum	150.323
Range	150.558
Interquartile range (IQR)	1.00025

Descriptive statistics

Standard deviation	19.273057
Coefficient of variation (CV)	3.1124074
Kurtosis	27.056059
Mean	6.1923312
Median Absolute Deviation (MAD)	0.041
Skewness	4.7769453
Sum	953.619
Variance	371.45074
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	74	48.1%
-0.235	5	3.2%
-0.228	3	1.9%
7.986	2	1.3%
-0.221	2	1.3%
-0.23	2	1.3%
0.466	1	0.6%
0.506	1	0.6%
2.823	1	0.6%
0.251	1	0.6%
Other values (62)	62	40.3%

Value	Count	Frequency (%)
-0.235	5	3.2%
-0.233	1	0.6%
-0.23	2	1.3%
-0.228	3	1.9%
-0.225	1	0.6%
-0.223	1	0.6%
-0.221	2	1.3%
-0.218	1	0.6%
-0.216	1	0.6%
-0.211	1	0.6%

Value	Count	Frequency (%)
150.323	1	0.6%
108.984	1	0.6%
84.087	1	0.6%
67.88	1	0.6%
58.485	1	0.6%
49.794	1	0.6%
45.802	1	0.6%
40.399	1	0.6%
32.648	1	0.6%
30.762	1	0.6%

microcistina_ug_l
Real number (ℝ)

High correlation Zeros

Distinct	11
Distinct (%)	7.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.95405844

Minimum	0
Maximum	40.533
Zeros	109
Zeros (%)	70.8%
Negative	0
Negative (%)	0.0%
Memory size	2.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1.00025
95-th percentile	1.333
Maximum	40.533
Range	40.533
Interquartile range (IQR)	1.00025

Descriptive statistics

Standard deviation	4.1773601
Coefficient of variation (CV)	4.3785159
Kurtosis	61.670451
Mean	0.95405844
Median Absolute Deviation (MAD)	0
Skewness	7.5070257
Sum	146.925
Variance	17.450337
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=11)

Value	Count	Frequency (%)
0	109	70.8%
1.333	31	20.1%
0.267	4	2.6%
1.067	2	1.3%
22.667	2	1.3%
6.667	1	0.6%
0.533	1	0.6%
4	1	0.6%
40.533	1	0.6%
0.8	1	0.6%

Value	Count	Frequency (%)
0	109	70.8%
0.267	4	2.6%
0.533	1	0.6%
0.8	1	0.6%
1.067	2	1.3%
1.333	31	20.1%
4	1	0.6%
4.533	1	0.6%
6.667	1	0.6%
22.667	2	1.3%

Value	Count	Frequency (%)
40.533	1	0.6%
22.667	2	1.3%
6.667	1	0.6%
4.533	1	0.6%
4	1	0.6%
1.333	31	20.1%
1.067	2	1.3%
0.8	1	0.6%
0.533	1	0.6%
0.267	4	2.6%

ica
Real number (ℝ)

High correlation Zeros

Distinct	38
Distinct (%)	24.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.1725974

Minimum	-1.583
Maximum	2.833
Zeros	10
Zeros (%)	6.5%
Negative	73
Negative (%)	47.4%
Memory size	2.4 KiB

Quantile statistics

Minimum	-1.583
5-th percentile	-0.75
Q1	-0.333
median	0
Q3	0.667
95-th percentile	1.44605
Maximum	2.833
Range	4.416
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.7457027
Coefficient of variation (CV)	4.3204746
Kurtosis	0.32516167
Mean	0.1725974
Median Absolute Deviation (MAD)	0.417
Skewness	0.65748332
Sum	26.58
Variance	0.55607252
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=38)

Value	Count	Frequency (%)
-0.167	13	8.4%
0	10	6.5%
-0.417	10	6.5%
-0.5	9	5.8%
-0.333	8	5.2%
0.333	7	4.5%
-0.083	7	4.5%
-0.25	7	4.5%
0.25	7	4.5%
1.083	6	3.9%
Other values (28)	70	45.5%

Value	Count	Frequency (%)
-1.583	1	0.6%
-1.417	1	0.6%
-1.083	2	1.3%
-0.917	1	0.6%
-0.833	2	1.3%
-0.75	4	2.6%
-0.667	3	1.9%
-0.583	5	3.2%
-0.5	9	5.8%
-0.417	10	6.5%

Value	Count	Frequency (%)
2.833	1	0.6%
2.083	1	0.6%
1.833	1	0.6%
1.667	1	0.6%
1.583	2	1.3%
1.5	2	1.3%
1.417	5	3.2%
1.333	4	2.6%
1.25	1	0.6%
1.167	2	1.3%

campaña_Primavera
Boolean

Distinct	2
Distinct (%)	1.3%
Missing	0
Missing (%)	0.0%
Memory size	1.4 KiB

False	117
True	37

Value	Count	Frequency (%)
False	117	76.0%
True	37	24.0%

campaña_Verano
Boolean

High correlation

Distinct	2
Distinct (%)	1.3%
Missing	0
Missing (%)	0.0%
Memory size	1.4 KiB

False	115
True	39

Value	Count	Frequency (%)
False	115	74.7%
True	39	25.3%

campaña_invierno
Boolean

High correlation

Distinct	2
Distinct (%)	1.3%
Missing	0
Missing (%)	0.0%
Memory size	1.4 KiB

False	117
True	37

Value	Count	Frequency (%)
False	117	76.0%
True	37	24.0%

campaña_otoño
Boolean

High correlation

Distinct	2
Distinct (%)	1.3%
Missing	0
Missing (%)	0.0%
Memory size	1.4 KiB

False	113
True	41

Value	Count	Frequency (%)
False	113	73.4%
True	41	26.6%

Cluster
Categorical

High correlation Imbalance

Distinct	4
Distinct (%)	2.6%
Missing	0
Missing (%)	0.0%
Memory size	2.4 KiB

1	142
3	8
0	3
2	1

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	154
Distinct characters	4
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1 ?
Unique (%)	0.6%

Sample

1st row	1
2nd row	1
3rd row	1
4th row	1
5th row	1

Common Values

Value	Count	Frequency (%)
1	142	92.2%
3	8	5.2%
0	3	1.9%
2	1	0.6%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1	142	92.2%
3	8	5.2%
0	3	1.9%
2	1	0.6%

Most occurring characters

Value	Count	Frequency (%)
1	142	92.2%
3	8	5.2%
0	3	1.9%
2	1	0.6%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	154	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
1	142	92.2%
3	8	5.2%
0	3	1.9%
2	1	0.6%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	154	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
1	142	92.2%
3	8	5.2%
0	3	1.9%
2	1	0.6%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	154	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
1	142	92.2%
3	8	5.2%
0	3	1.9%
2	1	0.6%

Interactions

Correlations

	Cluster	campaña_Primavera	campaña_Verano	campaña_invierno	campaña_otoño	clorofila_a_ug_l	colif_fecales_ufc_100ml	color	cr_total_mg_l	dbo_mg_l	dqo_mg_l	enteroc_ufc_100ml	escher_coli_ufc_100ml	espumas	fosf_ortofos_mg_l	ica	mat_susp	microcistina_ug_l	nh4_mg_l	nitrato_mg_l	od	olores	p_total_l_mg_l	ph	tem_agua	tem_aire	turbiedad_ntu
Cluster	1.000	0.136	0.095	0.427	0.057	0.510	0.560	0.269	0.000	0.580	0.000	0.439	0.439	0.198	0.626	0.094	0.125	0.000	0.356	0.085	0.095	0.282	0.562	0.000	0.213	0.000	0.000
campaña_Primavera	0.136	1.000	0.300	0.288	0.312	0.000	0.000	0.037	0.427	0.111	0.227	0.000	0.017	0.000	0.104	0.206	0.000	0.000	0.000	0.294	0.163	0.109	0.175	0.000	0.471	0.443	0.318
campaña_Verano	0.095	0.300	1.000	0.300	0.325	0.000	0.000	0.212	0.000	0.000	0.225	0.102	0.000	0.000	0.000	0.331	0.000	0.161	0.000	0.179	0.000	0.000	0.000	0.150	0.865	0.764	0.149
campaña_invierno	0.427	0.288	0.300	1.000	0.312	0.517	0.284	0.000	0.000	0.288	0.192	0.000	0.000	0.000	0.261	0.414	0.000	0.000	0.493	0.501	0.013	0.043	0.000	0.120	0.697	0.324	0.232
campaña_otoño	0.057	0.312	0.325	0.312	1.000	0.000	0.000	0.000	0.000	0.000	0.775	0.000	0.285	0.000	0.000	0.021	0.000	0.088	0.000	0.315	0.150	0.000	0.098	0.147	0.497	0.275	0.528
clorofila_a_ug_l	0.510	0.000	0.000	0.517	0.000	1.000	0.106	0.000	-0.030	0.211	-0.119	-0.290	-0.366	0.000	0.164	-0.236	0.000	0.196	0.020	0.369	0.191	0.000	0.142	0.295	-0.239	-0.045	-0.085
colif_fecales_ufc_100ml	0.560	0.000	0.000	0.284	0.000	0.106	1.000	0.070	0.215	0.354	0.216	0.272	0.225	0.257	0.330	-0.604	0.131	-0.259	0.375	0.230	-0.320	0.293	0.367	-0.170	-0.318	0.080	-0.153
color	0.269	0.037	0.212	0.000	0.000	0.000	0.070	1.000	0.000	0.000	0.000	0.431	0.336	0.399	0.260	0.363	0.247	0.107	0.354	0.000	0.274	0.473	0.130	0.259	0.300	0.181	0.000
cr_total_mg_l	0.000	0.427	0.000	0.000	0.000	-0.030	0.215	0.000	1.000	0.192	0.201	-0.005	0.114	0.000	0.301	-0.352	0.000	-0.293	0.113	-0.037	-0.001	0.000	0.398	-0.013	-0.203	-0.227	0.166
dbo_mg_l	0.580	0.111	0.000	0.288	0.000	0.211	0.354	0.000	0.192	1.000	-0.021	-0.012	0.085	0.194	0.449	-0.373	0.000	-0.053	0.321	0.072	0.029	0.372	0.449	0.204	-0.114	-0.056	-0.305
dqo_mg_l	0.000	0.227	0.225	0.192	0.775	-0.119	0.216	0.000	0.201	-0.021	1.000	0.172	0.256	0.000	0.010	-0.183	0.000	-0.372	-0.091	0.183	0.032	0.000	0.121	0.007	-0.302	-0.246	0.331
enteroc_ufc_100ml	0.439	0.000	0.102	0.000	0.000	-0.290	0.272	0.431	-0.005	-0.012	0.172	1.000	0.478	0.602	-0.043	-0.141	0.289	0.079	0.005	-0.033	-0.266	0.355	0.054	-0.094	0.103	0.160	0.032
escher_coli_ufc_100ml	0.439	0.017	0.000	0.000	0.285	-0.366	0.225	0.336	0.114	0.085	0.256	0.478	1.000	0.405	-0.033	-0.066	0.208	-0.123	0.023	-0.116	-0.240	0.219	0.151	-0.092	0.130	-0.011	0.068
espumas	0.198	0.000	0.000	0.000	0.000	0.000	0.257	0.399	0.000	0.194	0.000	0.602	0.405	1.000	0.378	0.338	0.240	0.000	0.461	0.000	0.000	0.419	0.000	0.167	0.213	0.000	0.000
fosf_ortofos_mg_l	0.626	0.104	0.000	0.261	0.000	0.164	0.330	0.260	0.301	0.449	0.010	-0.043	-0.033	0.378	1.000	-0.503	0.000	0.158	0.306	0.039	-0.214	0.421	0.776	0.137	-0.057	0.055	-0.404
ica	0.094	0.206	0.331	0.414	0.021	-0.236	-0.604	0.363	-0.352	-0.373	-0.183	-0.141	-0.066	0.338	-0.503	1.000	0.270	0.210	-0.493	-0.156	0.256	0.560	-0.575	-0.007	0.334	0.049	0.277
mat_susp	0.125	0.000	0.000	0.000	0.000	0.000	0.131	0.247	0.000	0.000	0.000	0.289	0.208	0.240	0.000	0.270	1.000	0.000	0.152	0.000	0.271	0.269	0.000	0.214	0.307	0.254	0.000
microcistina_ug_l	0.000	0.000	0.161	0.000	0.088	0.196	-0.259	0.107	-0.293	-0.053	-0.372	0.079	-0.123	0.000	0.158	0.210	0.000	1.000	-0.306	-0.101	-0.108	0.000	0.040	0.062	0.604	0.555	-0.079
nh4_mg_l	0.356	0.000	0.000	0.493	0.000	0.020	0.375	0.354	0.113	0.321	-0.091	0.005	0.023	0.461	0.306	-0.493	0.152	-0.306	1.000	-0.076	-0.268	0.384	0.330	-0.150	-0.233	-0.122	-0.471
nitrato_mg_l	0.085	0.294	0.179	0.501	0.315	0.369	0.230	0.000	-0.037	0.072	0.183	-0.033	-0.116	0.000	0.039	-0.156	0.000	-0.101	-0.076	1.000	0.136	0.000	0.022	0.149	-0.242	0.039	-0.029
od	0.095	0.163	0.000	0.013	0.150	0.191	-0.320	0.274	-0.001	0.029	0.032	-0.266	-0.240	0.000	-0.214	0.256	0.271	-0.108	-0.268	0.136	1.000	0.102	-0.233	0.587	-0.224	-0.137	0.260
olores	0.282	0.109	0.000	0.043	0.000	0.000	0.293	0.473	0.000	0.372	0.000	0.355	0.219	0.419	0.421	0.560	0.269	0.000	0.384	0.000	0.102	1.000	0.000	0.262	0.000	0.000	0.151
p_total_l_mg_l	0.562	0.175	0.000	0.000	0.098	0.142	0.367	0.130	0.398	0.449	0.121	0.054	0.151	0.000	0.776	-0.575	0.000	0.040	0.330	0.022	-0.233	0.000	1.000	0.107	-0.073	-0.011	-0.303
ph	0.000	0.000	0.150	0.120	0.147	0.295	-0.170	0.259	-0.013	0.204	0.007	-0.094	-0.092	0.167	0.137	-0.007	0.214	0.062	-0.150	0.149	0.587	0.262	0.107	1.000	-0.207	-0.199	0.017
tem_agua	0.213	0.471	0.865	0.697	0.497	-0.239	-0.318	0.300	-0.203	-0.114	-0.302	0.103	0.130	0.213	-0.057	0.334	0.307	0.604	-0.233	-0.242	-0.224	0.000	-0.073	-0.207	1.000	0.653	-0.017
tem_aire	0.000	0.443	0.764	0.324	0.275	-0.045	0.080	0.181	-0.227	-0.056	-0.246	0.160	-0.011	0.000	0.055	0.049	0.254	0.555	-0.122	0.039	-0.137	0.000	-0.011	-0.199	0.653	1.000	-0.061
turbiedad_ntu	0.000	0.318	0.149	0.232	0.528	-0.085	-0.153	0.000	0.166	-0.305	0.331	0.032	0.068	0.000	-0.404	0.277	0.000	-0.079	-0.471	-0.029	0.260	0.151	-0.303	0.017	-0.017	-0.061	1.000

Missing values

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

Sample

	tem_agua	tem_aire	od	ph	olores	color	espumas	mat_susp	colif_fecales_ufc_100ml	escher_coli_ufc_100ml	enteroc_ufc_100ml	nitrato_mg_l	nh4_mg_l	p_total_l_mg_l	fosf_ortofos_mg_l	dbo_mg_l	dqo_mg_l	turbiedad_ntu	microcistina_ug_l	ica	campaña_Primavera	campaña_Verano	campaña_invierno	campaña_otoño	Cluster
0	1.205	1.66	-0.480	-1.160	False	False	False	True	-0.047	-0.159	-0.275	-0.542	-0.146	-0.504	-0.673	0.279	-0.045	2.232	1.333	1.083	False	True	False	False	1
1	1.373	1.66	-1.486	-1.160	True	True	False	False	-0.074	-0.095	0.162	-0.463	-0.089	0.081	0.075	0.186	-0.045	0.232	1.333	0.000	False	True	False	False	1
2	1.224	1.66	-1.258	-1.124	False	True	False	False	-0.058	-0.095	0.453	0.167	-0.382	0.667	0.785	-0.722	-0.045	-0.375	1.333	0.250	False	True	False	False	1
3	1.336	1.66	-1.496	-0.107	True	True	False	False	-0.069	-0.159	0.000	0.345	0.223	-0.016	0.262	0.186	-0.045	-0.161	1.333	0.333	False	True	False	False	1
4	1.131	1.00	-1.892	-1.361	False	True	False	True	-0.077	-0.159	0.113	0.621	-0.382	0.537	0.785	-0.559	1.303	-0.339	1.333	0.167	False	True	False	False	1
5	1.280	1.66	-1.074	-1.195	False	False	False	True	-0.019	-0.095	0.729	-0.246	1.812	2.325	2.168	-0.256	4.494	-0.664	1.333	-0.167	False	True	False	False	1
6	1.205	1.00	-1.733	-1.183	False	True	False	True	0.388	0.730	-0.324	-0.010	0.859	1.122	1.009	-0.349	0.539	-0.554	6.667	-0.583	False	True	False	False	1
7	1.205	1.20	-0.151	-1.254	False	True	False	False	-0.080	-0.095	1.457	-0.502	-0.382	-0.699	-0.636	0.116	1.753	2.232	1.333	0.333	False	True	False	False	1
8	1.000	1.20	-0.747	-0.923	False	False	False	False	-0.096	-0.159	-0.130	-0.739	-0.350	-0.569	-0.523	-0.722	-0.045	0.411	1.333	1.333	False	True	False	False	1
9	0.646	1.60	-0.958	-1.041	False	False	False	True	-0.047	-0.159	-0.049	-0.049	-0.382	-0.341	0.224	-0.722	-0.045	0.018	1.333	0.750	False	True	False	False	1

	tem_agua	tem_aire	od	ph	olores	color	espumas	mat_susp	colif_fecales_ufc_100ml	escher_coli_ufc_100ml	enteroc_ufc_100ml	nitrato_mg_l	nh4_mg_l	p_total_l_mg_l	fosf_ortofos_mg_l	dbo_mg_l	dqo_mg_l	turbiedad_ntu	cr_total_mg_l	clorofila_a_ug_l	microcistina_ug_l	ica	campaña_Primavera	campaña_Verano	campaña_invierno	campaña_otoño	Cluster
158	-0.102	-1.0	0.626	0.414	False	False	False	False	-0.103	-0.159	-0.437	0.108	-0.324	0.699	0.187	-0.517	1.888	0.411	9.995	1.508	0.000	-0.083	True	False	False	False	1
159	-0.378	-1.6	1.415	1.929	False	False	False	False	-0.102	-0.171	-0.340	0.049	-0.318	-0.081	-0.449	-0.517	0.135	0.125	0.000	0.622	1.067	-0.333	True	False	False	False	1
160	-0.155	-1.8	0.535	0.651	False	False	False	False	-0.105	-0.200	-0.405	0.010	-0.153	-0.309	-0.374	-0.517	0.719	-0.054	0.000	0.456	0.000	-0.083	True	False	False	False	1
161	-0.006	-2.2	0.199	0.391	False	False	False	False	-0.085	0.222	-0.130	-0.049	1.049	-0.081	-0.374	-0.233	0.000	-0.161	0.000	0.157	0.000	-0.417	True	False	False	False	1
162	-0.173	-2.0	0.733	0.604	False	False	False	False	-0.104	-0.203	-0.413	0.089	-0.159	-0.472	-0.336	-0.517	0.000	0.411	0.000	-0.221	0.000	1.000	True	False	False	False	1
163	-1.496	-0.6	0.012	0.374	False	False	False	True	-0.085	0.159	0.162	0.246	-0.172	-0.472	-0.336	-0.233	0.000	-0.161	0.000	-0.186	0.000	0.083	True	False	False	False	1
164	-1.496	-0.6	-0.831	-0.149	False	True	False	True	2.096	50.571	18.947	-0.089	0.350	96.699	0.224	-0.256	0.045	-0.332	0.000	0.240	0.000	-0.417	True	False	False	False	0
165	-1.496	-0.6	-0.050	-0.073	False	False	False	True	-0.069	0.413	0.130	-0.207	0.095	0.211	0.374	0.526	0.000	0.446	0.000	-0.230	0.000	0.583	True	False	False	False	1
166	-1.496	-0.6	0.336	-0.095	False	False	False	True	-0.058	0.730	0.324	-0.089	-0.064	-0.374	-0.224	0.414	0.404	2.232	4.995	0.012	0.000	-0.250	True	False	False	False	1
167	-1.496	-0.6	0.225	0.367	False	False	False	True	-0.083	0.159	0.291	-0.108	-0.280	0.309	0.075	-0.056	0.000	1.518	4.995	0.893	0.000	-0.667	True	False	False	False	1

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Interactions

Correlations

Missing values

Sample